{"id":"W4385229965","doi":"10.5788/16--661","title":"The Heart of the Matter: Methodological Challenges in Developing a Contemporary 257-269 Reading Programme for Monolingual Lexicography, from the Perspective of the Dictionary Unit for South African English","year":2011,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Lexicography and Language Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lexicography; Perspective (graphical); Reading (process); Linguistics; Unit (ring theory); Sociology; History; Psychology; Philosophy; Computer science; Artificial intelligence; Mathematics education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.3800511,0.0008993783,0.001767314,0.007801037,0.01516957,0.02630569,0.006715233,0.004550799,0.008154158],"category_scores_gemma":[0.4201586,0.001659464,0.0008015273,0.008638442,0.03609977,0.02154179,0.02268727,0.008008091,0.001977597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01777295,"about_ca_system_score_gemma":0.03988084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01335745,"about_ca_topic_score_gemma":0.02251079,"domain_scores_codex":[0.5571403,0.4036745,0.01321474,0.008762229,0.01383987,0.003368418],"domain_scores_gemma":[0.5365353,0.3792151,0.01651555,0.0290986,0.03485566,0.003779898],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002417483,0.0004724728,0.01022486,0.004550797,0.0001157381,0.0005047201,0.3020876,0.0007648339,0.0007031209,0.5186787,0.01045202,0.1512035],"study_design_scores_gemma":[0.0002858604,0.0005648168,0.01351098,0.01235135,0.0002074981,0.000338089,0.4486418,0.005368829,0.003066044,0.3430867,0.1723869,0.0001911751],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1919449,0.01531752,0.4573216,0.2009151,0.004850339,0.01725373,0.001034797,0.000373859,0.1109881],"genre_scores_gemma":[0.6345767,0.003487633,0.3073107,0.0149654,0.0009587228,0.02814529,0.0003652896,0.000506844,0.00968331],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6199489,"threshold_uncertainty_score":0.7645074,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6909753203920187,"score_gpt":0.518591855568401,"score_spread":0.1723834648236177,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}